{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Inference using Pre-Trained Model on HopsFS Example\n",
    "\n",
    "\n",
    "To run this notebook you must first install the following libraries in your project's conda environment (in addition to the base libraries):\n",
    "\n",
    "- Pillow\n",
    "- Matplotlib\n",
    "\n",
    "Moreover, the notebook assumes that you have access to the ImageNet dataset, this can either be uploaded to your project or shared from another project.\n",
    "\n",
    "You also need access to an internet connection so that the pre-trained model can be downloaded."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting Spark application\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tr><th>ID</th><th>YARN Application ID</th><th>Kind</th><th>State</th><th>Spark UI</th><th>Driver log</th><th>Current session?</th></tr><tr><td>1494</td><td>application_1553861944920_0581</td><td>pyspark</td><td>idle</td><td><a target=\"_blank\" href=\"http://hadoop33:8088/proxy/application_1553861944920_0581/\">Link</a></td><td><a target=\"_blank\" href=\"http://hadoop24:8042/node/containerlogs/container_e71_1553861944920_0581_01_000001/EndToEndV2__kimham00\">Link</a></td><td>✔</td></tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SparkSession available as 'spark'.\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.applications import ResNet50\n",
    "from hops import experiment\n",
    "from hops import tensorboard\n",
    "from hops import featurestore\n",
    "from hops import hdfs\n",
    "from tensorflow.keras.preprocessing import image\n",
    "from tensorflow.keras.applications.resnet50 import preprocess_input, decode_predictions\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "from tensorflow.keras.models import load_model\n",
    "import pydoop.hdfs as pydoop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%local\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import pydoop.hdfs as pydoop\n",
    "from hops import hdfs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "HEIGHT =224\n",
    "WIDTH = 224\n",
    "CHANNELS = 3\n",
    "INPUT_SHAPE = 12288\n",
    "NUM_CLASSES = 1000\n",
    "SAMPLE_IMAGE_DIR = pydoop.path.abspath(hdfs.project_path(\"labs\") + \"/imagenet_2016/ILSVRC2016_CLS-LOC/ILSVRC/Data/CLS-LOC/train/n03617480/\")\n",
    "SAMPLE_IMAGE_NAME = \"n03617480_28686.JPEG\"\n",
    "SAMPLE_IMAGE_PATH = SAMPLE_IMAGE_DIR + SAMPLE_IMAGE_NAME\n",
    "MODEL_NAME = \"resnet_imagenet.h5\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%local\n",
    "HEIGHT =224\n",
    "WIDTH = 224\n",
    "CHANNELS = 3\n",
    "INPUT_SHAPE = 12288\n",
    "NUM_CLASSES = 1000\n",
    "SAMPLE_IMAGE_DIR = pydoop.path.abspath(hdfs.project_path(\"labs\") + \"/imagenet_2016/ILSVRC2016_CLS-LOC/ILSVRC/Data/CLS-LOC/train/n03617480/\")\n",
    "SAMPLE_IMAGE_NAME = \"n03617480_28686.JPEG\"\n",
    "SAMPLE_IMAGE_PATH = SAMPLE_IMAGE_DIR + SAMPLE_IMAGE_NAME\n",
    "MODEL_NAME = \"resnet_imagenet.h5\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Pre-Trained ResNet50 Model Trained on ImageNet from Keras.applications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def define_model():\n",
    "    \"\"\"\n",
    "    Defines the model to use for image classification\n",
    "    \n",
    "    Returns:\n",
    "           ResNet50 model\n",
    "    \"\"\"\n",
    "    model = ResNet50(weights=\"imagenet\", input_shape=(HEIGHT, WIDTH, CHANNELS), classes=NUM_CLASSES)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Pre-Trained model to HopsFS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_model(model):\n",
    "    \"\"\"\n",
    "    Save Pre-Trained ImageNet model to HDFS\n",
    "    \n",
    "    Args:\n",
    "         :model: the pre-trained model with weights trained on imagenet\n",
    "    Returns:\n",
    "          The HDFS path where it is saved\n",
    "    \"\"\"\n",
    "    # save trained model\n",
    "    model.save(MODEL_NAME) #Keras can't save to HDFS in the current version so save to local fs first\n",
    "    hdfs.copy_to_hdfs(MODEL_NAME, hdfs.project_path() + \"Resources/\", overwrite=True) # copy from local fs to hdfs\n",
    "    model_hdfs_path = hdfs.project_path() + \"Resources/\" + MODEL_NAME\n",
    "    return model_hdfs_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.2/resnet50_weights_tf_dim_ordering_tf_kernels.h5\n",
      "\r",
      "     8192/102853048 [..............................] - ETA: 23:52\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "    24576/102853048 [..............................] - ETA: 15:56\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "    40960/102853048 [..............................] - ETA: 14:22\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "    57344/102853048 [..............................] - ETA: 13:41\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "    73728/102853048 [..............................] - ETA: 13:18\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "    90112/102853048 [..............................] - ETA: 15:14\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   106496/102853048 [..............................] - ETA: 14:44\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   122880/102853048 [..............................] - ETA: 14:21\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   139264/102853048 [..............................] - ETA: 14:04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   180224/102853048 [..............................] - ETA: 12:20\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   196608/102853048 [..............................] - ETA: 12:18\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   212992/102853048 [..............................] - ETA: 11:57\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   229376/102853048 [..............................] - ETA: 11:57\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   245760/102853048 [..............................] - ETA: 11:57\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   262144/102853048 [..............................] - ETA: 11:57\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   278528/102853048 [..............................] - ETA: 11:44\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   303104/102853048 [..............................] - ETA: 11:12\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   319488/102853048 [..............................] - ETA: 11:02\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   335872/102853048 [..............................] - ETA: 11:04\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   352256/102853048 [..............................] - ETA: 10:56\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   368640/102853048 [..............................] - ETA: 10:48\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   385024/102853048 [..............................] - ETA: 10:40\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   401408/102853048 [..............................] - ETA: 10:34\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   417792/102853048 [..............................] - ETA: 10:27\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   442368/102853048 [..............................] - ETA: 10:10\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   458752/102853048 [..............................] - ETA: 10:06\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   475136/102853048 [..............................] - ETA: 10:01\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   491520/102853048 [..............................] - ETA: 9:56 \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   524288/102853048 [..............................] - ETA: 9:41\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   540672/102853048 [..............................] - ETA: 9:38\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   557056/102853048 [..............................] - ETA: 9:35\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   581632/102853048 [..............................] - ETA: 9:24\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   614400/102853048 [..............................] - ETA: 9:13\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   647168/102853048 [..............................] - ETA: 9:03\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   679936/102853048 [..............................] - ETA: 8:53\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   712704/102853048 [..............................] - ETA: 8:40\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   737280/102853048 [..............................] - ETA: 8:39\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   770048/102853048 [..............................] - ETA: 8:32\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   802816/102853048 [..............................] - ETA: 8:25\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   835584/102853048 [..............................] - ETA: 8:19\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   876544/102853048 [..............................] - ETA: 8:09\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   909312/102853048 [..............................] - ETA: 7:59\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   925696/102853048 [..............................] - ETA: 7:59\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   958464/102853048 [..............................] - ETA: 7:55\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "   999424/102853048 [..............................] - ETA: 7:43\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1032192/102853048 [..............................] - ETA: 7:40\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1064960/102853048 [..............................] - ETA: 7:33\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1081344/102853048 [..............................] - ETA: 7:32\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1114112/102853048 [..............................] - ETA: 7:26\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1155072/102853048 [..............................] - ETA: 7:20\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1187840/102853048 [..............................] - ETA: 7:15\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1220608/102853048 [..............................] - ETA: 7:09\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1236992/102853048 [..............................] - ETA: 7:10\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1277952/102853048 [..............................] - ETA: 7:02\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1310720/102853048 [..............................] - ETA: 6:57\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1327104/102853048 [..............................] - ETA: 6:58\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1359872/102853048 [..............................] - ETA: 6:53\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1392640/102853048 [..............................] - ETA: 6:49\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1433600/102853048 [..............................] - ETA: 6:45\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1466368/102853048 [..............................] - ETA: 6:41\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1499136/102853048 [..............................] - ETA: 6:37\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1531904/102853048 [..............................] - ETA: 6:34\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1572864/102853048 [..............................] - ETA: 6:28\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1605632/102853048 [..............................] - ETA: 6:25\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1638400/102853048 [..............................] - ETA: 6:22\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1671168/102853048 [..............................] - ETA: 6:19\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1712128/102853048 [..............................] - ETA: 6:14\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1744896/102853048 [..............................] - ETA: 6:11\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1794048/102853048 [..............................] - ETA: 6:08\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1851392/102853048 [..............................] - ETA: 6:00\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1900544/102853048 [..............................] - ETA: 5:55\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1933312/102853048 [..............................] - ETA: 5:53\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  1990656/102853048 [..............................] - ETA: 5:46\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2039808/102853048 [..............................] - ETA: 5:41\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2088960/102853048 [..............................] - ETA: 5:37\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2146304/102853048 [..............................] - ETA: 5:31\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2211840/102853048 [..............................] - ETA: 5:25\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2252800/102853048 [..............................] - ETA: 5:22\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2318336/102853048 [..............................] - ETA: 5:16\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2392064/102853048 [..............................] - ETA: 5:09\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2441216/102853048 [..............................] - ETA: 5:06\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2506752/102853048 [..............................] - ETA: 5:01\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2580480/102853048 [..............................] - ETA: 4:55\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2646016/102853048 [..............................] - ETA: 4:51\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2719744/102853048 [..............................] - ETA: 4:45\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2809856/102853048 [..............................] - ETA: 4:38\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2875392/102853048 [..............................] - ETA: 4:34\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  2965504/102853048 [..............................] - ETA: 4:29\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3047424/102853048 [..............................] - ETA: 4:24\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3137536/102853048 [..............................] - ETA: 4:18\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3227648/102853048 [..............................] - ETA: 4:13\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3325952/102853048 [..............................] - ETA: 4:08\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3432448/102853048 [>.............................] - ETA: 4:02\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3522560/102853048 [>.............................] - ETA: 3:58\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3645440/102853048 [>.............................] - ETA: 3:51\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3743744/102853048 [>.............................] - ETA: 3:47\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3850240/102853048 [>.............................] - ETA: 3:43\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  3973120/102853048 [>.............................] - ETA: 3:37\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  4096000/102853048 [>.............................] - ETA: 3:33\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  4202496/102853048 [>.............................] - ETA: 3:29\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  4341760/102853048 [>.............................] - ETA: 3:23\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  4456448/102853048 [>.............................] - ETA: 3:19\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  4595712/102853048 [>.............................] - ETA: 3:15\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  4759552/102853048 [>.............................] - ETA: 3:09\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  4898816/102853048 [>.............................] - ETA: 3:05\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  5038080/102853048 [>.............................] - ETA: 3:01\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  5193728/102853048 [>.............................] - ETA: 2:57\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  5349376/102853048 [>.............................] - ETA: 2:53\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  5505024/102853048 [>.............................] - ETA: 2:49\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  5677056/102853048 [>.............................] - ETA: 2:45\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  5849088/102853048 [>.............................] - ETA: 2:41\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  6012928/102853048 [>.............................] - ETA: 2:38\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  6217728/102853048 [>.............................] - ETA: 2:33\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  6389760/102853048 [>.............................] - ETA: 2:30\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  6569984/102853048 [>.............................] - ETA: 2:27\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  6791168/102853048 [>.............................] - ETA: 2:23\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  6987776/102853048 [=>............................] - ETA: 2:19\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  7176192/102853048 [=>............................] - ETA: 2:17\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  7421952/102853048 [=>............................] - ETA: 2:13\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  7626752/102853048 [=>............................] - ETA: 2:10\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  7839744/102853048 [=>............................] - ETA: 2:07\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  8077312/102853048 [=>............................] - ETA: 2:03\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  8183808/102853048 [=>............................] - ETA: 2:02\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  8437760/102853048 [=>............................] - ETA: 1:59\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  8552448/102853048 [=>............................] - ETA: 1:58\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  8830976/102853048 [=>............................] - ETA: 1:55\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  9093120/102853048 [=>............................] - ETA: 1:52\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  9314304/102853048 [=>............................] - ETA: 1:50\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  9592832/102853048 [=>............................] - ETA: 1:47\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "  9732096/102853048 [=>............................] - ETA: 1:46\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 10027008/102853048 [=>............................] - ETA: 1:43\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 10149888/102853048 [=>............................] - ETA: 1:42\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 10412032/102853048 [==>...........................] - ETA: 1:39\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 10584064/102853048 [==>...........................] - ETA: 1:38\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 10846208/102853048 [==>...........................] - ETA: 1:36\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 11059200/102853048 [==>...........................] - ETA: 1:34\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 11321344/102853048 [==>...........................] - ETA: 1:32\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 11526144/102853048 [==>...........................] - ETA: 1:31\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 11755520/102853048 [==>...........................] - ETA: 1:29\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 12017664/102853048 [==>...........................] - ETA: 1:28\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 12238848/102853048 [==>...........................] - ETA: 1:26\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 12517376/102853048 [==>...........................] - ETA: 1:24\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 12763136/102853048 [==>...........................] - ETA: 1:23\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 13041664/102853048 [==>...........................] - ETA: 1:21\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 13303808/102853048 [==>...........................] - ETA: 1:20\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 13598720/102853048 [==>...........................] - ETA: 1:18\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 14016512/102853048 [===>..........................] - ETA: 1:16\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 14229504/102853048 [===>..........................] - ETA: 1:15\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 14589952/102853048 [===>..........................] - ETA: 1:13\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 14786560/102853048 [===>..........................] - ETA: 1:12\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15179776/102853048 [===>..........................] - ETA: 1:11\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15392768/102853048 [===>..........................] - ETA: 1:10\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 15810560/102853048 [===>..........................] - ETA: 1:08\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 16015360/102853048 [===>..........................] - ETA: 1:07\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 16457728/102853048 [===>..........................] - ETA: 1:05\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 16662528/102853048 [===>..........................] - ETA: 1:05\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 17113088/102853048 [===>..........................] - ETA: 1:03\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 17326080/102853048 [====>.........................] - ETA: 1:02\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 17793024/102853048 [====>.........................] - ETA: 1:01\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 18022400/102853048 [====>.........................] - ETA: 1:00\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 18489344/102853048 [====>.........................] - ETA: 58s \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 18735104/102853048 [====>.........................] - ETA: 58s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 19226624/102853048 [====>.........................] - ETA: 56s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 19472384/102853048 [====>.........................] - ETA: 55s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 19963904/102853048 [====>.........................] - ETA: 54s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 20226048/102853048 [====>.........................] - ETA: 53s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 20750336/102853048 [=====>........................] - ETA: 52s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 21012480/102853048 [=====>........................] - ETA: 51s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 21536768/102853048 [=====>........................] - ETA: 50s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 21815296/102853048 [=====>........................] - ETA: 49s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 22372352/102853048 [=====>........................] - ETA: 48s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 22650880/102853048 [=====>........................] - ETA: 47s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 23207936/102853048 [=====>........................] - ETA: 46s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 23502848/102853048 [=====>........................] - ETA: 46s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 24092672/102853048 [======>.......................] - ETA: 44s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 24387584/102853048 [======>.......................] - ETA: 44s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 24977408/102853048 [======>.......................] - ETA: 43s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 25288704/102853048 [======>.......................] - ETA: 42s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 25911296/102853048 [======>.......................] - ETA: 41s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 26238976/102853048 [======>.......................] - ETA: 40s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 26861568/102853048 [======>.......................] - ETA: 39s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 27189248/102853048 [======>.......................] - ETA: 39s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 27844608/102853048 [=======>......................] - ETA: 38s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 28188672/102853048 [=======>......................] - ETA: 37s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 28860416/102853048 [=======>......................] - ETA: 36s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 29204480/102853048 [=======>......................] - ETA: 36s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 29892608/102853048 [=======>......................] - ETA: 35s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 30253056/102853048 [=======>......................] - ETA: 34s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 30957568/102853048 [========>.....................] - ETA: 33s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 31318016/102853048 [========>.....................] - ETA: 33s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 32055296/102853048 [========>.....................] - ETA: 32s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 32432128/102853048 [========>.....................] - ETA: 31s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 33169408/102853048 [========>.....................] - ETA: 30s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 33562624/102853048 [========>.....................] - ETA: 30s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 34332672/102853048 [=========>....................] - ETA: 29s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 34725888/102853048 [=========>....................] - ETA: 29s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 35528704/102853048 [=========>....................] - ETA: 28s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 35840000/102853048 [=========>....................] - ETA: 28s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 36380672/102853048 [=========>....................] - ETA: 27s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 36675584/102853048 [=========>....................] - ETA: 27s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 37232640/102853048 [=========>....................] - ETA: 26s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 37527552/102853048 [=========>....................] - ETA: 26s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 38100992/102853048 [==========>...................] - ETA: 25s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 38412288/102853048 [==========>...................] - ETA: 25s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 38969344/102853048 [==========>...................] - ETA: 25s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 39280640/102853048 [==========>...................] - ETA: 25s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 39870464/102853048 [==========>...................] - ETA: 24s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 40181760/102853048 [==========>...................] - ETA: 24s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 40771584/102853048 [==========>...................] - ETA: 23s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 41099264/102853048 [==========>...................] - ETA: 23s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 41672704/102853048 [===========>..................] - ETA: 23s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 42000384/102853048 [===========>..................] - ETA: 22s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 42606592/102853048 [===========>..................] - ETA: 22s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 42934272/102853048 [===========>..................] - ETA: 22s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 43540480/102853048 [===========>..................] - ETA: 21s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 43868160/102853048 [===========>..................] - ETA: 21s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 44490752/102853048 [===========>..................] - ETA: 21s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 44834816/102853048 [============>.................] - ETA: 20s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 45457408/102853048 [============>.................] - ETA: 20s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 45801472/102853048 [============>.................] - ETA: 20s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 46424064/102853048 [============>.................] - ETA: 19s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 46768128/102853048 [============>.................] - ETA: 19s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 47407104/102853048 [============>.................] - ETA: 19s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 47751168/102853048 [============>.................] - ETA: 19s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 48406528/102853048 [=============>................] - ETA: 18s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 48766976/102853048 [=============>................] - ETA: 18s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 49405952/102853048 [=============>................] - ETA: 18s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 49766400/102853048 [=============>................] - ETA: 17s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 50421760/102853048 [=============>................] - ETA: 17s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 50782208/102853048 [=============>................] - ETA: 17s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 51437568/102853048 [==============>...............] - ETA: 16s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 51798016/102853048 [==============>...............] - ETA: 16s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 52469760/102853048 [==============>...............] - ETA: 16s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 52830208/102853048 [==============>...............] - ETA: 16s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 53501952/102853048 [==============>...............] - ETA: 15s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 53878784/102853048 [==============>...............] - ETA: 15s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 54550528/102853048 [==============>...............] - ETA: 15s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 54927360/102853048 [===============>..............] - ETA: 15s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 55599104/102853048 [===============>..............] - ETA: 14s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 55975936/102853048 [===============>..............] - ETA: 14s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 56664064/102853048 [===============>..............] - ETA: 14s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 57057280/102853048 [===============>..............] - ETA: 14s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 57729024/102853048 [===============>..............] - ETA: 13s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 58138624/102853048 [===============>..............] - ETA: 13s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 58810368/102853048 [================>.............] - ETA: 13s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 59219968/102853048 [================>.............] - ETA: 13s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 59891712/102853048 [================>.............] - ETA: 12s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 60301312/102853048 [================>.............] - ETA: 12s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 60973056/102853048 [================>.............] - ETA: 12s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 61382656/102853048 [================>.............] - ETA: 12s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 62070784/102853048 [=================>............] - ETA: 11s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 62496768/102853048 [=================>............] - ETA: 11s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 63168512/102853048 [=================>............] - ETA: 11s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 63594496/102853048 [=================>............] - ETA: 11s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 64282624/102853048 [=================>............] - ETA: 10s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 64724992/102853048 [=================>............] - ETA: 10s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 65396736/102853048 [==================>...........] - ETA: 10s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 65839104/102853048 [==================>...........] - ETA: 10s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 66396160/102853048 [==================>...........] - ETA: 10s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 67788800/102853048 [==================>...........] - ETA: 9s \b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 68083712/102853048 [==================>...........] - ETA: 9s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 68395008/102853048 [==================>...........] - ETA: 9s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 69509120/102853048 [===================>..........] - ETA: 9s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 69853184/102853048 [===================>..........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 70066176/102853048 [===================>..........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 70410240/102853048 [===================>..........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 70623232/102853048 [===================>..........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 70967296/102853048 [===================>..........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 71180288/102853048 [===================>..........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 71540736/102853048 [===================>..........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 71753728/102853048 [===================>..........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 72130560/102853048 [====================>.........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 72343552/102853048 [====================>.........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 72704000/102853048 [====================>.........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 72933376/102853048 [====================>.........] - ETA: 8s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 73293824/102853048 [====================>.........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 73523200/102853048 [====================>.........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 73883648/102853048 [====================>.........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 74113024/102853048 [====================>.........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 74489856/102853048 [====================>.........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 74719232/102853048 [====================>.........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 75096064/102853048 [====================>.........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 75309056/102853048 [====================>.........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 75702272/102853048 [=====================>........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 75931648/102853048 [=====================>........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 76308480/102853048 [=====================>........] - ETA: 7s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 76537856/102853048 [=====================>........] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 76931072/102853048 [=====================>........] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 77160448/102853048 [=====================>........] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 77553664/102853048 [=====================>........] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 77783040/102853048 [=====================>........] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 78176256/102853048 [=====================>........] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 78405632/102853048 [=====================>........] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 78798848/102853048 [=====================>........] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 79028224/102853048 [======================>.......] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 79437824/102853048 [======================>.......] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 79667200/102853048 [======================>.......] - ETA: 6s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 80076800/102853048 [======================>.......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 80306176/102853048 [======================>.......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 80715776/102853048 [======================>.......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 80945152/102853048 [======================>.......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 81354752/102853048 [======================>.......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 81584128/102853048 [======================>.......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 81993728/102853048 [======================>.......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 82223104/102853048 [======================>.......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 82632704/102853048 [=======================>......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 82878464/102853048 [=======================>......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 83288064/102853048 [=======================>......] - ETA: 5s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 83517440/102853048 [=======================>......] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 83943424/102853048 [=======================>......] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 84172800/102853048 [=======================>......] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 84598784/102853048 [=======================>......] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 84828160/102853048 [=======================>......] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 85254144/102853048 [=======================>......] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 85483520/102853048 [=======================>......] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 85909504/102853048 [========================>.....] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 86138880/102853048 [========================>.....] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 86564864/102853048 [========================>.....] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 86794240/102853048 [========================>.....] - ETA: 4s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 87236608/102853048 [========================>.....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 87465984/102853048 [========================>.....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 87891968/102853048 [========================>.....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 88121344/102853048 [========================>.....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 88547328/102853048 [========================>.....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 88776704/102853048 [========================>.....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 89137152/102853048 [========================>.....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 89300992/102853048 [=========================>....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 89595904/102853048 [=========================>....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 89759744/102853048 [=========================>....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 90071040/102853048 [=========================>....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 90234880/102853048 [=========================>....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 90546176/102853048 [=========================>....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 90710016/102853048 [=========================>....] - ETA: 3s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 91021312/102853048 [=========================>....] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 91201536/102853048 [=========================>....] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 91512832/102853048 [=========================>....] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 91676672/102853048 [=========================>....] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 92004352/102853048 [=========================>....] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 92184576/102853048 [=========================>....] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 92512256/102853048 [=========================>....] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 92676096/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 93003776/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 93184000/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 93511680/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 93691904/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 94019584/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 94199808/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 94445568/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 94576640/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 94806016/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 94937088/102853048 [==========================>...] - ETA: 2s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 95166464/102853048 [==========================>...] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 95297536/102853048 [==========================>...] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 95543296/102853048 [==========================>...] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 95674368/102853048 [==========================>...] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 95920128/102853048 [==========================>...] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 96051200/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 96296960/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 96444416/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 96673792/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 96821248/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 97067008/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 97214464/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 97460224/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 97607680/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 97853440/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 98000896/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 98246656/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 98394112/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 98656256/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 98803712/102853048 [===========================>..] - ETA: 1s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99049472/102853048 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99213312/102853048 [===========================>..] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99459072/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99622912/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 99868672/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "100032512/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "100294656/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "100458496/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "100704256/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "100868096/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "101113856/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "101277696/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "101539840/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "101703680/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "101965824/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "102129664/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "102391808/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "102555648/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "102817792/102853048 [============================>.] - ETA: 0s\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "102858752/102853048 [==============================] - 26s 0us/step"
     ]
    }
   ],
   "source": [
    "hdfs_model_path = save_model(define_model())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'hdfs://10.0.104.196:8020/Projects/EndToEndV2/Resources/resnet_imagenet.h5'"
     ]
    }
   ],
   "source": [
    "hdfs_model_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test Inference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Copy Trained Model and Sample Image to Local Directory on the Spark Driver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "local_model_path = hdfs.copy_to_local(hdfs_model_path, \"\", overwrite=True) + MODEL_NAME"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "local_sample_image_path = hdfs.copy_to_local(SAMPLE_IMAGE_PATH, \"\", overwrite=True) + SAMPLE_IMAGE_NAME"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load Saved Model from Local Directory using Keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = load_model(MODEL_NAME)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read Sample Image from Local Dir and PreProcess It Using Keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = image.load_img(local_sample_image_path, target_size=(HEIGHT, WIDTH))\n",
    "x = image.img_to_array(img)\n",
    "x = np.expand_dims(x, axis=0)\n",
    "x = preprocess_input(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Perform Inference on the Sample Image using the Pre-Trained Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = model.predict(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Decode Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoded_predictions = decode_predictions(predictions, top=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 1 Prediction: ('n03617480', 'kimono', 0.9996618)"
     ]
    }
   ],
   "source": [
    "print(\"Top 1 Prediction: {}\".format(decoded_predictions[0][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 2 Prediction: ('n02730930', 'apron', 0.0003097311)"
     ]
    }
   ],
   "source": [
    "print(\"Top 2 Prediction: {}\".format(decoded_predictions[0][1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 3 Prediction: ('n03026506', 'Christmas_stocking', 3.92196e-06)"
     ]
    }
   ],
   "source": [
    "print(\"Top 3 Prediction: {}\".format(decoded_predictions[0][2]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Verify Prediction by Comparing it to the Actual Image\n",
    "\n",
    "To plot we must use %%local environment, since we can't plot directly from the spark application as it is running in the cluster without a DISPLAY attached."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%local\n",
    "%matplotlib inline \n",
    "with tf.Session() as sess:\n",
    "    sample_img = tf.image.decode_jpeg(tf.read_file(SAMPLE_IMAGE_PATH)).eval()\n",
    "    plt.imshow(sample_img)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PySpark",
   "language": "",
   "name": "pysparkkernel"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "python",
    "version": 2
   },
   "mimetype": "text/x-python",
   "name": "pyspark",
   "pygments_lexer": "python2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}